Spinal tissue identification using a Forward-oriented endoscopic ultrasound technique

Vos T, Barber RM, Bell B, Bertozzi-Villa A, Biryukov S, Bolliger I, Charlson F, Davis A, Degenhardt L, Dicker D, Duan L. Global, regional, and national incidence, prevalence, and years lived with disability for 301 acute and chronic diseases and injuries in 188 countries, 1990–2013: a systematic analysis for the Global Burden of Disease Study 2013. The lancet. 2015;386(9995):743–800. https://doi.org/10.1016/S0140-6736(15)60692-4.

Article  Google Scholar 

Phan K, Mobbs RJ. Minimally invasive versus open laminectomy for lumbar stenosis: a systematic review and meta-analysis. Spine. 2016;41(2):E91-100. https://doi.org/10.1097/BRS.0000000000001161.

Article  Google Scholar 

Godfrey EM, Rushbrook SM, Carrol NR. Endoscopic ultrasound: a review of current diagnostic and therapeutic applications. Postgrad Med J. 2010;86(1016):346–53. https://doi.org/10.1136/pgmj.2009.096065.

Article  MATH  Google Scholar 

Friedberg SR, Lachter J. Endoscopic ultrasound: current roles and future directions. World J Gastroint Endosc. 2017;9(10):499. https://doi.org/10.4253/wjge.v9.i10.499.

Article  MATH  Google Scholar 

Chryssikos T, Tawil ME, Ambati VS, Macki M, DiGiorgio AM, Mummaneni PV, Tan L. Real-time intraoperative ultrasound using a minimally invasive transducer during anterior cervical spine surgery. Oper Neurosurg. 2024;27(2):213–9. https://doi.org/10.1227/ons.0000000000001065.

Article  Google Scholar 

Lv J, Wang N, Zhu X, Li Z, Shen Z, Cui Y, Jian X. A miniature forward-looking phased-array transducer for interventional biopsy guidance. IEEE Sens J. 2023;23(7):6509–16. https://doi.org/10.1109/JSEN.2023.3246094.

Article  Google Scholar 

Huang Z-H, Wang L-K, Cai S-Y, et al. Palm-sized wireless transient elastography system with real-time B-mode ultrasound imaging guidance: toward point-of-care liver fibrosis assessment. Diagnostics. 2024;14:189. https://doi.org/10.3390/diagnostics14020189.

Article  MATH  Google Scholar 

Raum K, Grimal Q, Varga P, Barkmann R, Glüer CC, Laugier P. Ultrasound to assess bone quality. Curr Osteoporos Rep. 2014;12:154–62. https://doi.org/10.1007/s11914-014-0205-4.

Article  Google Scholar 

Bernard S, Grimal Q, Laugier P. Accurate measurement of cortical bone elasticity tensor with resonant ultrasound spectroscopy. J Mech Behav Biomed Mater. 2013;1(18):12–9. https://doi.org/10.1016/j.jmbbm.2012.09.017.

Article  MATH  Google Scholar 

Georgas E, Rayes A, Zhang J, Zhou Q, Qin YX. Shear wave ultrasound elastography for estimating cartilage stiffness: implications for early detection of osteoarthritis. Med-X. 2024;2(1):1–3. https://doi.org/10.1007/s44258-024-00018-2.

Article  Google Scholar 

Wang W, Guo J, Ta D, Zuo H. Feasibility of assessing neonate bone status by using ultrasonic apparent integrated backscatter parameter. Shengxue Xuebao(Acta Acustica). 2012;37(2):177–80. https://doi.org/10.15949/j.cnki.0371-0025.2012.02.007.

Article  Google Scholar 

Bi D, Liu C, Dai Z, Li Z, Li Y, Li B, Li D, Wang L, Qu L, Li Y, Ta D. Human bone loss assessed by high-resolution peripheral quantitative computed tomography and ultrasonic transmission techniques. Microgravity Sci Technol. 2023;35(2):12. https://doi.org/10.1007/s12217-023-10037-0.

Article  MATH  Google Scholar 

Jabeen K, Khan MA, Alhaisoni M, Tariq U, Zhang YD, Hamza A, Mickus A, Damaševičius R. Breast cancer classification from ultrasound images using probability-based optimal deep learning feature fusion. Sensors. 2022;22(3):807. https://doi.org/10.3390/s22030807.

Article  Google Scholar 

La Salvia M, Secco G, Torti E, Florimbi G, Guido L, Lago P, Salinaro F, Perlini S, Leporati F. Deep learning and lung ultrasound for Covid-19 pneumonia detection and severity classification. Comput Biol Med. 2021;1(136):104742. https://doi.org/10.1016/j.compbiomed.2021.104742.

Article  Google Scholar 

Yao J, Lei Z, Yue W, Feng B, Li W, Ou D, Feng N, Lu Y, Xu J, Chen W, Yang C. DeepThy-Net: a multimodal deep learning method for predicting cervical lymph node metastasis in papillary thyroid cancer. Adv Intell Syst. 2022;4(10):2200100. https://doi.org/10.1002/aisy.202200100.

Article  Google Scholar 

Yao J, Jiang C, Xiang Y, Zhang Z, Chen Z, Zheng R. Tissue identification of intervertebral disc anatomy using forward-oriented ultrasound endoscopic system: a feasibility study. In: 2023 45th Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC). IEEE: 2023 Jul 24. pp. 1–4. https://doi.org/10.1109/EMBC40787.2023.10340823

Huang G, Liu Z, Van Der Maaten L, Weinberger KQ. Densely connected convolutional networks. In: Proceedings of the IEEE conference on computer vision and pattern recognition. 2017. pp. 4700–4708. https://doi.org/10.48550/arXiv.1608.06993

Alexey D. An image is worth 16x16 words: Transformers for image recognition at scale. arXiv:2010.11929. 2020. https://doi.org/10.48550/arXiv.2010.11929

Haralick RM, Shanmugam K, Dinstein IH. Textural features for image classification. IEEE Trans Syst Man Cybern. 1973;6:610–21. https://doi.org/10.1109/TSMC.1973.4309314.

Article  MATH  Google Scholar 

Liao Z, Zhang Y, Li Z, He B, Lang X, Liang H, Chen J. Classification of red blood cell aggregation using empirical wavelet transform analysis of ultrasonic radiofrequency echo signals. Ultrasonics. 2021;1(114):106419. https://doi.org/10.1016/j.ultras.2021.106419.

Article  MATH  Google Scholar 

Khademi P, Mousavi M, Dackermann U, Gandomi AH. Time–frequency analysis of ultrasonic signals for quality assessment of bonded concrete. Constr Build Mater. 2023;3(403):133062. https://doi.org/10.1016/j.conbuildmat.2023.133062.

Article  Google Scholar 

Zhang JM, Bao GC, Gao W, Lin RQ, Yang F, Lam KH. Miniature ultrasound transducer incorporating Sm-PMN-PT 1–3 composite. J Compos Sci. 2024;8(3):80. https://doi.org/10.3390/jcs8030080.

Article  Google Scholar 

Vaswani A. Attention is all you need. Advances in Neural Information Processing Systems. 2017. https://doi.org/10.48550/arXiv.1706.03762

Powers DM. Evaluation: from precision, recall and F-measure to ROC, informedness, markedness and correlation. arXiv:2010.16061. 2020 Oct 11. https://doi.org/10.48550/arXiv.2010.16061

Ismail Fawaz H, Lucas B, Forestier G, Pelletier C, Schmidt DF, Weber J, Webb GI, Idoumghar L, Muller PA, Petitjean F. Inceptiontime: finding alexnet for time series classification. Data Min Knowl Disc. 2020;34(6):1936–62. https://doi.org/10.1007/s10618-020-00710-y.

Article  MathSciNet  MATH  Google Scholar 

Zhou T, Ma Z, Wen Q, Wang X, Sun L, Jin R. Fedformer: frequency enhanced decomposed transformer for long-term series forecasting. In: International conference on machine learning. PMLR: 2022 Jun 28. pp. 27268–27286. https://doi.org/10.48550/arXiv.2201.12740

Wu H, Hu T, Liu Y, Zhou H, Wang J, Long M. Timesnet: temporal 2d-variation modeling for general time series analysis. arXiv:2210.02186. 2022 Oct 5. https://doi.org/10.48550/arXiv.2210.02186

Comments (0)

No login
gif